Retoba

External AI readiness

Prepare your brand for how people discover, decide and act through AI.

Retoba prepares verified brand knowledge and digital foundations for external AI systems. AEO and GEO address how brands are discovered and represented in AI answers, building on strong SEO foundations. Agent experience (AX) extends this readiness to how personal AI assistants acting as authorised agents understand and use services on people's behalf.

Explore the framework Discuss the AEO Audit
  1. 01
    DiscoverableCan the right source be accessed?
  2. 02
    UnderstandableCan the facts and entities be interpreted?
  3. 03
    RecommendableIs the evidence strong enough for consideration?
  4. 04
    ActionableCan an authorised AI agent complete a permitted next step safely?

A changing decision environment

AI visibility is no longer one result page.

People now ask external AI systems to research, explain, compare and recommend products, services and organisations. Generative AI systems create and synthesise responses. Agentic AI systems go further. They plan steps, use approved tools and complete authorised tasks such as placing an order, booking an appointment or requesting a quote.

If a brand's sources are inaccessible, inconsistent or weakly evidenced, external AI may omit the brand, confuse its offer or represent it inaccurately. Readiness begins with a governed source of truth, not with a new acronym.

01

Two connected areas

AI visibility and agent experience.

How AI represents your brand and how agents use your services are connected questions. They require distinct assessments.

AEO and GEO

Can AI find, understand and accurately represent your brand?

AEO (answer engine optimisation) and GEO (generative engine optimisation) help prepare brand information for AI systems that people use to ask questions, compare options and seek recommendations.

Their emphasis differs, but the practical work overlaps: accessible sources, verified knowledge, clear entities and credible evidence, built on strong SEO foundations.

Agent experience (AX)

Can your customers' personal AI assistants use your services?

A customer may ask their personal AI assistant to find and book a flight, order groceries online or arrange a service. Acting on their behalf, the agent needs to navigate your website or customer account, understand the available options and the customer's preferences, and complete the task within the permissions granted.

Agent experience considers whether the agent understands a customer's service plan, recognises their loyalty benefits and completes permitted steps accurately, without unnecessary searching or repeated attempts.

Agentic commerce readiness applies this approach to shopping journeys. AX also covers telecoms, energy, subscriptions and other digital services.

Where AEO and GEO visibility is tested

In practice, this means improving how brands are discovered, understood and represented across Google AI experiences, ChatGPT, Perplexity, Gemini, Microsoft Copilot, Claude, Grok and other relevant AI systems.

Examples of relevant AI environments

  • ChatGPT
  • Perplexity
  • Google Gemini
  • Microsoft Copilot
  • Claude
  • Grok

Other labels you may encounter

One shift. Several labels.

  • ASOAI Search Optimization
  • GSOGenerative Search Optimization
  • AIVOAI Visibility Optimization
  • COCitation Optimization
  • CSOConversational Search Optimization
  • ZCOZero Click Optimization

Industry usage varies and these labels overlap. Retoba uses External AI readiness as the umbrella, AEO as its established programme name and GEO for visibility and representation in generated responses.

Explore the Retoba AI Glossary

Retoba external AI readiness framework

From discoverable to actionable.

External AI readiness connects AEO, GEO and agent experience. Retoba considers how external AI systems discover and interpret verified information, how they represent a brand in answers and recommendations, and how authorised agents understand and use digital services to complete permitted tasks.

  1. 01

    Discoverable

    Access before exposure.

    Crawlability, indexing, internal links, rendered text and explicit crawler policies create the technical path to the source.

  2. 02

    Understandable

    Meaning before markup.

    Clear entities, consistent facts, content structured for answers and data that matches visible content help systems interpret what the brand means.

  3. 03

    Recommendable

    Evidence before influence.

    Authorship, substantiated claims, useful comparisons and credible external references make the brand fit for consideration.

  4. 04

    Actionable

    Clarity before action.

    Accessible journeys, facts required for decisions, policies and controlled integrations prepare permitted actions without granting uncontrolled access.

Recommendable describes the quality and evidence required to be considered. It does not mean that any external AI system is obliged to recommend the brand.

Retoba AEO Audit

Eight connected pillars. One implementation path.

The current Retoba AEO Audit assesses eight connected pillars. Every important finding is tied to evidence, business impact and a practical next step, with technical observations kept separate from expert judgement.

01

Technical search health

Crawlability, indexability, rendering and internal discovery, with search, training and access initiated by users clearly separated.

02

Citability and content structure

Clear introductions, summaries, questions and answers, comparisons and supporting context that help systems interpret the source.

03

Structured data

Relevant Organization, Person, Article, Product, Service and Offer data that accurately matches visible content.

04

Experience, expertise, authority and trust

Visible authorship, substantiated claims, ownership and proof that make important information verifiable.

05

Entity optimisation

Consistent organisations, people, products and services connected through names, identifiers, sameAs, about and mentions.

06

External AI visibility

Repeatable testing of whether selected search, answer and assistant systems find, cite and represent the brand accurately.

07

Measurement

Citations, cited pages, grounding queries, referrals and assisted conversions where reliable platform signals or data from the organisation itself exist.

08

Technical access for agents

The public website's DOM, accessibility tree, navigation, forms and visible information. This foundational review does not include a full AX assessment of customer accounts and service workflows.

See how the audit turns eight connected areas into a prioritised implementation path.

See what the audit includes

External AI readiness method

Evidence before recommendations. Ownership before implementation.

Retoba validates the current state, separates facts from assumptions and turns findings into an accountable implementation path.

  1. 01

    Establish the baseline.

    Validate live technical conditions, owned sources, entity consistency, current search signals and selected external AI responses.

  2. 02

    Prioritise the gaps.

    Classify findings from P1 to P4 by business impact, dependency and confidence rather than by the novelty of a tactic.

  3. 03

    Implement with evidence.

    Each action receives an owner, prerequisites, completion evidence and a rollback path. Visible content remains the source of truth.

  4. 04

    Test again and learn.

    Repeat controlled checks, compare conditions and distinguish durable improvement from normal platform volatility.

The AEO and GEO package

From audit to implementation. One package.

The offer combines the Retoba AEO Audit with an annual licence for the Retoba AEO Implementation Coach. The audit defines what should change; the coach helps the organisation turn those recommendations into controlled implementation throughout the year.

01

Diagnosis and roadmap

Retoba AEO Audit

A comprehensive assessment across all eight pillars, performed with the REMARKET 4.3 business AI model and expert validation.

  • A complete report with findings and recommended improvements.
  • Clearly defined priorities from P1 to P4 and detailed implementation steps.
  • Impact and effort scoring, ownership, evidence and rollback requirements.
02

Twelve months of implementation guidance

Retoba AEO Implementation Coach

After the audit, the annual licence gives your team access to an intelligent digital coach for applying the recommendations in everyday work.

  • Implement structured data that accurately reflects visible content.
  • Improve introductions designed for clear answers, Q&A, metadata and signals of trust.
  • Align hreflang, robots.txt and crawler access policies.
  • Build repeatable testing across relevant search, answer and generative AI systems, while improving accessibility for AI agents.

Complete package

Retoba AEO Audit + Implementation Coach

  • complete answer optimisation audit with REMARKET 4.3;
  • detailed report with all recommended improvements;
  • annual licence for the Retoba AEO Implementation Coach.

Package price

1,650 EUR excl. VAT Discuss the AEO Audit

A separate service

Agent Experience Readiness

Help your customers' agents find their way and get things done.

Assess how effectively authorised AI agents navigate your website, customer accounts and digital services. The review considers whether agents find the right information, interpret it correctly and complete permitted tasks without unnecessary searching, repeated attempts or avoidable errors.

This can include comparing products, placing online orders, booking services, reviewing bills or using personal offers and loyalty benefits. We agree the tasks, access permissions and assessment scope with you before testing.

We also check whether the service distinguishes what a customer's agent may read from the actions it is authorised to perform. This includes clear permissions and any required user confirmation for payments, redeeming benefits or changing a contract.

Agent Experience Readiness is scoped separately and is not included in the AEO Audit and Implementation Coach package.

Discuss agent experience

Measurement

Measure representation, not only traffic.

External AI visibility is measurable, although platform data and outputs vary. Retoba combines owned analytics, available platform reporting and controlled tests reviewed by people.

  • Search foundationsIndexing, eligible pages, queries and organic visibility.
  • AI citationsCited pages, citation frequency and grounding queries where platforms report them.
  • Referral and actionVisits, assisted decisions and meaningful next steps attributable to external AI.
  • Accuracy and volatilityWhether answers remain correct across systems, prompts, dates and source changes.

Why Retoba

We build the systems that have to understand brand knowledge.

Every Retoba AEO Audit combines model assisted analysis with accountable expert validation. Retoba's perspective grows from production work with conversational AI owned and governed by brands, revealing conflicting facts, weak explanations and gaps in brand behaviour and voice.

Explore conversational AI work Explore PulseDialog
Simon Cetin

Founder of Retoba

Simon Cetin

Simon brings more than 25 years of digital strategy experience to the audit's technology, data, product and implementation judgement.

More about Simon
Brigita Zorec Cetin

AI communication architecture

Brigita Zorec Cetin

Brigita brings more than 25 years of corporate, crisis and leadership communication experience to the audit's assessment of clarity, reputation, trust and accountability.

More about Brigita

Clear boundaries

What responsible external AI readiness does not promise.

  • No guaranteed ranking, citation, recommendation or inclusion.
  • No special schema, file or prompt can replace useful visible content.
  • No visibility claim rests on one prompt, one account or one moment in time.

Ready to assess what external AI can find, understand and use today?

Discuss the AEO Audit

Key questions

External AI readiness, without the fog.

Does external AI readiness replace SEO?

No. Strong technical SEO, useful content and indexability remain foundational. External AI readiness adds controlled testing of how answer systems, assistants and agents interpret, cite and use information. Search access, model training and access initiated by users are evaluated separately.

What is the difference between AEO and GEO?

AEO began with direct answer systems and is now often used broadly for AI answer visibility. GEO focuses more specifically on how sources are selected, cited and represented in responses synthesised from multiple sources. Industry usage varies and the practical work overlaps.

Does the AEO/GEO package include Agent Experience Readiness?

No. Agent Experience Readiness is a separate service. It examines how effectively authorised AI agents navigate websites and customer accounts, understand information and complete permitted tasks. The scope is agreed around your services and the tasks your customers need agents to perform. Discuss agent experience.

Where should an organisation start?

With a validated baseline. Correct conflicting source information and technical access before adding markup, producing more content or tracking a growing list of prompts.

Begin with the current evidence

How ready are your brand and services for external AI?

Start with visibility in AI answers or the tasks your customers need agents to perform. Retoba will define the right assessment scope with you.

Enterprise path

A wider path for complex organisations.

Organisations with multiple markets, large portfolios or custom integrations can extend the same audit and implementation discipline into a tailored enterprise programme.

Discuss an enterprise programme

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